Classification on ImageNet-Caltech
83.3AccuracySHOT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SHOTBackbone=ResNet-502020.12 | 83.3 | — | — | — | |
| ETNBackbone=ResNet-50, Utilize training set of ImageNet=true2020.12 | 83.2 | — | — | — | |
| SHOTBackbone=ResNet-50, gamma_2=02020.12 | 83.1 | — | — | — | |
| SHOT-IMBackbone=ResNet-502020.12 | 81.8 | — | — | — | |
| IWANBackbone=ResNet-502020.12 | 78.1 | — | — | — | |
| SANBackbone=ResNet-502020.12 | 77.8 | — | — | — | |
| DRCNBackbone=ResNet-502020.12 | 75.3 | — | — | — | |
| Source-onlyBackbone=ResNet-502020.12 | 69.7 | — | — | — | |
| DANBackbone=ResNet-502018.08 | — | 71.57 | 66.48 | 69.03 | |
| DANNBackbone=ResNet-502018.08 | — | 68.67 | 52.97 | 60.82 | |
| PADABackbone=ResNet-502018.08 | — | 75.03 | 70.48 | 72.76 | |
| ResNetBackbone=ResNet-502018.08 | — | 71.65 | 66.14 | 68.9 | |
| RTNBackbone=ResNet-502018.08 | — | 72.24 | 68.33 | 70.29 |